Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	3,816
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	540.5 KiB
Average record size in memory	145.0 B

Variable types

Numeric	15
Categorical	3
Boolean	1

Warnings

`oid` is uniformly distributed	Uniform
`Revenue` is uniformly distributed	Uniform
`oid` has unique values	Unique
`Administrative` has 1597 (41.9%) zeros	Zeros
`Administrative_Duration` has 1629 (42.7%) zeros	Zeros
`Informational` has 2925 (76.7%) zeros	Zeros
`Informational_Duration` has 2980 (78.1%) zeros	Zeros
`ProductRelated_Duration` has 164 (4.3%) zeros	Zeros
`BounceRates` has 2074 (54.4%) zeros	Zeros
`PageValues` has 2171 (56.9%) zeros	Zeros
`SpecialDay` has 3655 (95.8%) zeros	Zeros

Reproduction

Analysis started	2021-01-15 09:27:03.398455
Analysis finished	2021-01-15 09:27:44.079617
Duration	40.68 seconds
Software version	pandas-profiling v2.10.0
Download configuration	config.yaml

oid
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	3816
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1908.5
Minimum	1
Maximum	3816
Zeros	0
Zeros (%)	0.0%
Memory size	29.9 KiB

Quantile statistics

Minimum	1
5-th percentile	191.75
Q1	954.75
median	1908.5
Q3	2862.25
95-th percentile	3625.25
Maximum	3816
Range	3815
Interquartile range (IQR)	1907.5

Descriptive statistics

Standard deviation	1101.728642
Coefficient of variation (CV)	0.5772746354
Kurtosis	-1.2
Mean	1908.5
Median Absolute Deviation (MAD)	954
Skewness	0
Sum	7282836
Variance	1213806
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2049	1	< 0.1%
1282	1	< 0.1%
1258	1	< 0.1%
3307	1	< 0.1%
1262	1	< 0.1%
3311	1	< 0.1%
1266	1	< 0.1%
3315	1	< 0.1%
1270	1	< 0.1%
3319	1	< 0.1%
Other values (3806)	3806	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
3816	1	< 0.1%
3815	1	< 0.1%
3814	1	< 0.1%
3813	1	< 0.1%
3812	1	< 0.1%

Administrative
Real number (ℝ_≥0)

ZEROS

Distinct	24
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.491614256
Minimum	0
Maximum	26
Zeros	1597
Zeros (%)	41.9%
Memory size	29.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	9
Maximum	26
Range	26
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.342005255
Coefficient of variation (CV)	1.341301226
Kurtosis	4.08288512
Mean	2.491614256
Median Absolute Deviation (MAD)	1
Skewness	1.833646261
Sum	9508
Variance	11.16899912
Monotocity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	1597	41.9%
1	468	12.3%
2	384	10.1%
3	313	8.2%
4	253	6.6%
5	191	5.0%
6	155	4.1%
7	99	2.6%
8	97	2.5%
9	81	2.1%
Other values (14)	178	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1597	41.9%
1	468	12.3%
2	384	10.1%
3	313	8.2%
4	253	6.6%

Value	Count	Frequency (%)
26	1	< 0.1%
24	1	< 0.1%
22	2	0.1%
20	1	< 0.1%
19	1	< 0.1%

Administrative_Duration
Real number (ℝ)

ZEROS

Distinct	1368
Distinct (%)	35.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	89.6292458
Minimum	-1
Maximum	2086.75
Zeros	1629
Zeros (%)	42.7%
Memory size	29.9 KiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
median	18
Q3	100.4541667
95-th percentile	390.7
Maximum	2086.75
Range	2087.75
Interquartile range (IQR)	100.4541667

Descriptive statistics

Standard deviation	182.5820165
Coefficient of variation (CV)	2.037080809
Kurtosis	27.79732972
Mean	89.6292458
Median Absolute Deviation (MAD)	18
Skewness	4.477995069
Sum	342025.202
Variance	33336.19275
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1629	42.7%
-1	23	0.6%
7	18	0.5%
9	18	0.5%
4	17	0.4%
14	16	0.4%
15	14	0.4%
6	14	0.4%
21	12	0.3%
11	12	0.3%
Other values (1358)	2043	53.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	23	0.6%
0	1629	42.7%
1.333333333	1	< 0.1%
2	3	0.1%
3	12	0.3%

Value	Count	Frequency (%)
2086.75	1	< 0.1%
2047.234848	1	< 0.1%
1668.5	1	< 0.1%
1660.3	1	< 0.1%
1640.590909	1	< 0.1%

Informational
Real number (ℝ_≥0)

ZEROS

Distinct	14
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5545073375
Minimum	0
Maximum	16
Zeros	2925
Zeros (%)	76.7%
Memory size	29.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.328650166
Coefficient of variation (CV)	2.396091226
Kurtosis	19.08982013
Mean	0.5545073375
Median Absolute Deviation (MAD)	0
Skewness	3.640271619
Sum	2116
Variance	1.765311264
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	2925	76.7%
1	370	9.7%
2	213	5.6%
3	135	3.5%
4	79	2.1%
5	41	1.1%
6	28	0.7%
7	8	0.2%
9	6	0.2%
8	4	0.1%
Other values (4)	7	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2925	76.7%
1	370	9.7%
2	213	5.6%
3	135	3.5%
4	79	2.1%

Value	Count	Frequency (%)
16	1	< 0.1%
14	1	< 0.1%
12	2	0.1%
10	3	0.1%
9	6	0.2%

Informational_Duration
Real number (ℝ)

ZEROS

Distinct	552
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.23282744
Minimum	-1
Maximum	1767.666667
Zeros	2980
Zeros (%)	78.1%
Memory size	29.9 KiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	243
Maximum	1767.666667
Range	1768.666667
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	143.7699803
Coefficient of variation (CV)	3.573449579
Kurtosis	44.88943584
Mean	40.23282744
Median Absolute Deviation (MAD)	0
Skewness	5.991777064
Sum	153528.4695
Variance	20669.80722
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2980	78.1%
-1	23	0.6%
9	16	0.4%
16	11	0.3%
7	8	0.2%
26	7	0.2%
6	7	0.2%
18	7	0.2%
41	6	0.2%
3	6	0.2%
Other values (542)	745	19.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	23	0.6%
0	2980	78.1%
1	1	< 0.1%
2	5	0.1%
3	6	0.2%

Value	Count	Frequency (%)
1767.666667	1	< 0.1%
1665.066667	1	< 0.1%
1652	1	< 0.1%
1636	1	< 0.1%
1488	1	< 0.1%

ProductRelated
Real number (ℝ_≥0)

Distinct	229
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	33.04114256
Minimum	0
Maximum	534
Zeros	9
Zeros (%)	0.2%
Memory size	29.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	8
median	19
Q3	38
95-th percentile	116
Maximum	534
Range	534
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	46.63069976
Coefficient of variation (CV)	1.411291988
Kurtosis	24.45528183
Mean	33.04114256
Median Absolute Deviation (MAD)	13
Skewness	4.067289403
Sum	126085
Variance	2174.42216
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	168	4.4%
2	134	3.5%
3	134	3.5%
7	123	3.2%
8	122	3.2%
6	112	2.9%
5	106	2.8%
12	104	2.7%
10	102	2.7%
13	99	2.6%
Other values (219)	2612	68.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9	0.2%
1	168	4.4%
2	134	3.5%
3	134	3.5%
4	99	2.6%

Value	Count	Frequency (%)
534	1	< 0.1%
517	1	< 0.1%
501	1	< 0.1%
470	1	< 0.1%
439	1	< 0.1%

ProductRelated_Duration
Real number (ℝ)

ZEROS

Distinct	3276
Distinct (%)	85.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1297.951396
Minimum	-1
Maximum	27009.85943
Zeros	164
Zeros (%)	4.3%
Memory size	29.9 KiB

Quantile statistics

Minimum	-1
5-th percentile	4.75
Q1	242.7083334
median	686.3611111
Q3	1524.972248
95-th percentile	4816.25723
Maximum	27009.85943
Range	27010.85943
Interquartile range (IQR)	1282.263914

Descriptive statistics

Standard deviation	1888.82047
Coefficient of variation (CV)	1.455232049
Kurtosis	25.41468162
Mean	1297.951396
Median Absolute Deviation (MAD)	543.3833335
Skewness	3.943345199
Sum	4952982.528
Variance	3567642.767
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	164	4.3%
-1	23	0.6%
22	7	0.2%
8	7	0.2%
36	6	0.2%
13	6	0.2%
5	6	0.2%
19	6	0.2%
50	6	0.2%
59	5	0.1%
Other values (3266)	3580	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	23	0.6%
0	164	4.3%
1	1	< 0.1%
2.666666667	1	< 0.1%
4	2	0.1%

Value	Count	Frequency (%)
27009.85943	1	< 0.1%
21672.24425	1	< 0.1%
18504.12621	1	< 0.1%
17550.58486	1	< 0.1%
14568.16201	1	< 0.1%

BounceRates
Real number (ℝ_≥0)

ZEROS

Distinct	668
Distinct (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.01561189347
Minimum	0
Maximum	0.2
Zeros	2074
Zeros (%)	54.4%
Memory size	29.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.009090909
95-th percentile	0.1
Maximum	0.2
Range	0.2
Interquartile range (IQR)	0.009090909

Descriptive statistics

Standard deviation	0.04259113285
Coefficient of variation (CV)	2.728120899
Kurtosis	12.94058962
Mean	0.01561189347
Median Absolute Deviation (MAD)	0
Skewness	3.717050805
Sum	59.57498548
Variance	0.001814004598
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2074	54.4%
0.2	169	4.4%
0.028571429	38	1.0%
0.014285714	28	0.7%
0.016666667	26	0.7%
0.05	26	0.7%
0.025	25	0.7%
0.02	25	0.7%
0.033333333	24	0.6%
0.1	22	0.6%
Other values (658)	1359	35.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2074	54.4%
3.94 × 10⁵	1	< 0.1%
7.27 × 10⁵	1	< 0.1%
7.5 × 10⁵	1	< 0.1%
8.01 × 10⁵	1	< 0.1%

Value	Count	Frequency (%)
0.2	169	4.4%
0.161904762	1	< 0.1%
0.155555556	1	< 0.1%
0.15	2	0.1%
0.146666667	1	< 0.1%

ExitRates
Real number (ℝ_≥0)

Distinct	1661
Distinct (%)	43.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.03487215642
Minimum	0
Maximum	0.2
Zeros	34
Zeros (%)	0.9%
Memory size	29.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.003636364
Q1	0.011111111
median	0.02
Q3	0.0375
95-th percentile	0.15
Maximum	0.2
Range	0.2
Interquartile range (IQR)	0.026388889

Descriptive statistics

Standard deviation	0.04378809673
Coefficient of variation (CV)	1.255675049
Kurtosis	6.894093217
Mean	0.03487215642
Median Absolute Deviation (MAD)	0.010909091
Skewness	2.662592886
Sum	133.0721489
Variance	0.001917397415
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	171	4.5%
0.066666667	93	2.4%
0.033333333	91	2.4%
0.05	91	2.4%
0.1	90	2.4%
0.025	82	2.1%
0.016666667	72	1.9%
0.04	66	1.7%
0.028571429	65	1.7%
0.02	63	1.7%
Other values (1651)	2932	76.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34	0.9%
0.000175593	1	< 0.1%
0.000480769	1	< 0.1%
0.00058651	2	0.1%
0.000589971	1	< 0.1%

Value	Count	Frequency (%)
0.2	171	4.5%
0.186666667	1	< 0.1%
0.177777778	1	< 0.1%
0.166666667	5	0.1%
0.1625	1	< 0.1%

PageValues
Real number (ℝ_≥0)

ZEROS

Distinct	1625
Distinct (%)	42.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.13371569
Minimum	0
Maximum	361.7637419
Zeros	2171
Zeros (%)	56.9%
Memory size	29.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	17.84507539
95-th percentile	63.70765161
Maximum	361.7637419
Range	361.7637419
Interquartile range (IQR)	17.84507539

Descriptive statistics

Standard deviation	28.40342477
Coefficient of variation (CV)	2.009621914
Kurtosis	28.38600624
Mean	14.13371569
Median Absolute Deviation (MAD)	0
Skewness	4.156848211
Sum	53934.25907
Variance	806.7545388
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2171	56.9%
53.988	5	0.1%
44.89345937	2	0.1%
9.0847678	2	0.1%
59.988	2	0.1%
12.55885714	2	0.1%
22.738	2	0.1%
78.56959864	2	0.1%
40.4014481	2	0.1%
16.1585582	2	0.1%
Other values (1615)	1624	42.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2171	56.9%
0.067049546	1	< 0.1%
0.093546949	1	< 0.1%
0.098621403	1	< 0.1%
0.120699914	1	< 0.1%

Value	Count	Frequency (%)
361.7637419	1	< 0.1%
360.9533839	1	< 0.1%
287.9537928	1	< 0.1%
270.7846931	1	< 0.1%
261.4912857	1	< 0.1%

SpecialDay
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.02353249476
Minimum	0
Maximum	1
Zeros	3655
Zeros (%)	95.8%
Memory size	29.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1224549902
Coefficient of variation (CV)	5.203655264
Kurtosis	32.57461203
Mean	0.02353249476
Median Absolute Deviation (MAD)	0
Skewness	5.639811435
Sum	89.8
Variance	0.01499522463
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	3655	95.8%
0.6	52	1.4%
0.4	35	0.9%
0.8	31	0.8%
0.2	29	0.8%
1	14	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3655	95.8%
0.2	29	0.8%
0.4	35	0.9%
0.6	52	1.4%
0.8	31	0.8%

Value	Count	Frequency (%)
1	14	0.4%
0.8	31	0.8%
0.6	52	1.4%
0.4	35	0.9%
0.2	29	0.8%

Month
Categorical

Distinct	10
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	29.9 KiB

Mar	1894
Nov	760
May	390
Dec	216
Feb	184
Other values (5)	372

Length

Max length	4
Median length	3
Mean length	3.007599581
Min length	3

Characters and Unicode

Total characters	11477
Distinct characters	22
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Feb
2nd row	Feb
3rd row	Feb
4th row	Feb
5th row	Feb

Value	Count	Frequency (%)
Mar	1894	49.6%
Nov	760	19.9%
May	390	10.2%
Dec	216	5.7%
Feb	184	4.8%
Oct	115	3.0%
Sep	86	2.3%
Aug	76	2.0%
Jul	66	1.7%
June	29	0.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
mar	1894	49.6%
nov	760	19.9%
may	390	10.2%
dec	216	5.7%
feb	184	4.8%
oct	115	3.0%
sep	86	2.3%
aug	76	2.0%
jul	66	1.7%
june	29	0.8%

Most occurring characters

Value	Count	Frequency (%)
M	2284	19.9%
a	2284	19.9%
r	1894	16.5%
N	760	6.6%
o	760	6.6%
v	760	6.6%
e	515	4.5%
y	390	3.4%
c	331	2.9%
D	216	1.9%
Other values (12)	1283	11.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7661	66.8%
Uppercase Letter	3816	33.2%

Most frequent character per category

Value	Count	Frequency (%)
a	2284	29.8%
r	1894	24.7%
o	760	9.9%
v	760	9.9%
e	515	6.7%
y	390	5.1%
c	331	4.3%
b	184	2.4%
u	171	2.2%
t	115	1.5%
Other values (4)	257	3.4%

Value	Count	Frequency (%)
M	2284	59.9%
N	760	19.9%
D	216	5.7%
F	184	4.8%
O	115	3.0%
J	95	2.5%
S	86	2.3%
A	76	2.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	11477	100.0%

Most frequent character per script

Value	Count	Frequency (%)
M	2284	19.9%
a	2284	19.9%
r	1894	16.5%
N	760	6.6%
o	760	6.6%
v	760	6.6%
e	515	4.5%
y	390	3.4%
c	331	2.9%
D	216	1.9%
Other values (12)	1283	11.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11477	100.0%

Most frequent character per block

Value	Count	Frequency (%)
M	2284	19.9%
a	2284	19.9%
r	1894	16.5%
N	760	6.6%
o	760	6.6%
v	760	6.6%
e	515	4.5%
y	390	3.4%
c	331	2.9%
D	216	1.9%
Other values (12)	1283	11.2%

OperatingSystems
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.084119497
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	29.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	3
Maximum	8
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8536403645
Coefficient of variation (CV)	0.4095928116
Kurtosis	10.25073085
Mean	2.084119497
Median Absolute Deviation (MAD)	0
Skewness	1.9584395
Sum	7953
Variance	0.728701872
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	2191	57.4%
1	784	20.5%
3	659	17.3%
4	159	4.2%
8	17	0.4%
7	3	0.1%
6	2	0.1%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	784	20.5%
2	2191	57.4%
3	659	17.3%
4	159	4.2%
5	1	< 0.1%

Value	Count	Frequency (%)
8	17	0.4%
7	3	0.1%
6	2	0.1%
5	1	< 0.1%
4	159	4.2%

Browser
Real number (ℝ_≥0)

Distinct	13
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.361373166
Minimum	1
Maximum	13
Zeros	0
Zeros (%)	0.0%
Memory size	29.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	5
Maximum	13
Range	12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.665206854
Coefficient of variation (CV)	0.7051858124
Kurtosis	12.60639535
Mean	2.361373166
Median Absolute Deviation (MAD)	0
Skewness	3.15000602
Sum	9011
Variance	2.772913868
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
2	2414	63.3%
1	766	20.1%
4	271	7.1%
5	165	4.3%
6	59	1.5%
10	47	1.2%
3	30	0.8%
8	29	0.8%
13	16	0.4%
7	14	0.4%
Other values (3)	5	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	766	20.1%
2	2414	63.3%
3	30	0.8%
4	271	7.1%
5	165	4.3%

Value	Count	Frequency (%)
13	16	0.4%
12	3	0.1%
11	1	< 0.1%
10	47	1.2%
9	1	< 0.1%

Region
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.038784067
Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	29.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.365670817
Coefficient of variation (CV)	0.7784925698
Kurtosis	-0.03949840542
Mean	3.038784067
Median Absolute Deviation (MAD)	1
Skewness	1.039824957
Sum	11596
Variance	5.596398416
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	1563	41.0%
3	709	18.6%
2	373	9.8%
4	334	8.8%
6	243	6.4%
7	239	6.3%
9	135	3.5%
8	126	3.3%
5	94	2.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1563	41.0%
2	373	9.8%
3	709	18.6%
4	334	8.8%
5	94	2.5%

Value	Count	Frequency (%)
9	135	3.5%
8	126	3.3%
7	239	6.3%
6	243	6.4%
5	94	2.5%

TrafficType
Real number (ℝ_≥0)

Distinct	18
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.580974843
Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Memory size	29.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	4
95-th percentile	11
Maximum	20
Range	19
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.554075016
Coefficient of variation (CV)	0.9924881274
Kurtosis	5.3565105
Mean	3.580974843
Median Absolute Deviation (MAD)	1
Skewness	2.217715396
Sum	13665
Variance	12.63144922
Monotocity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
2	1340	35.1%
1	910	23.8%
3	599	15.7%
10	208	5.5%
4	190	5.0%
8	161	4.2%
6	90	2.4%
13	73	1.9%
11	66	1.7%
5	61	1.6%
Other values (8)	118	3.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	910	23.8%
2	1340	35.1%
3	599	15.7%
4	190	5.0%
5	61	1.6%

Value	Count	Frequency (%)
20	50	1.3%
19	1	< 0.1%
16	1	< 0.1%
15	2	0.1%
14	4	0.1%

VisitorType
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.9 KiB

Returning_Visitor	3179
New_Visitor	621
Other	16

Length

Max length	17
Median length	17
Mean length	15.97327044
Min length	5

Characters and Unicode

Total characters	60954
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Returning_Visitor
2nd row	Returning_Visitor
3rd row	Returning_Visitor
4th row	Returning_Visitor
5th row	Returning_Visitor

Value	Count	Frequency (%)
Returning_Visitor	3179	83.3%
New_Visitor	621	16.3%
Other	16	0.4%

Histogram of lengths of the category

Value	Count	Frequency (%)
returning_visitor	3179	83.3%
new_visitor	621	16.3%
other	16	0.4%

Most occurring characters

Value	Count	Frequency (%)
i	10779	17.7%
t	6995	11.5%
r	6995	11.5%
n	6358	10.4%
e	3816	6.3%
_	3800	6.2%
V	3800	6.2%
s	3800	6.2%
o	3800	6.2%
R	3179	5.2%
Other values (6)	7632	12.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	49538	81.3%
Uppercase Letter	7616	12.5%
Connector Punctuation	3800	6.2%

Most frequent character per category

Value	Count	Frequency (%)
i	10779	21.8%
t	6995	14.1%
r	6995	14.1%
n	6358	12.8%
e	3816	7.7%
s	3800	7.7%
o	3800	7.7%
u	3179	6.4%
g	3179	6.4%
w	621	1.3%

Value	Count	Frequency (%)
V	3800	49.9%
R	3179	41.7%
N	621	8.2%
O	16	0.2%

Value	Count	Frequency (%)
_	3800	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	57154	93.8%
Common	3800	6.2%

Most frequent character per script

Value	Count	Frequency (%)
i	10779	18.9%
t	6995	12.2%
r	6995	12.2%
n	6358	11.1%
e	3816	6.7%
V	3800	6.6%
s	3800	6.6%
o	3800	6.6%
R	3179	5.6%
u	3179	5.6%
Other values (5)	4453	7.8%

Value	Count	Frequency (%)
_	3800	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	60954	100.0%

Most frequent character per block

Value	Count	Frequency (%)
i	10779	17.7%
t	6995	11.5%
r	6995	11.5%
n	6358	10.4%
e	3816	6.3%
_	3800	6.2%
V	3800	6.2%
s	3800	6.2%
o	3800	6.2%
R	3179	5.2%
Other values (6)	7632	12.5%

Weekend
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.9 KiB

False	2874
True	942

Common Values
Chart

Value	Count	Frequency (%)
False	2874	75.3%
True	942	24.7%

Revenue
Categorical

UNIFORM

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.9 KiB

0	1908
1	1908

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3816
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	1908	50.0%
1	1908	50.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	1908	50.0%
1	1908	50.0%

Most occurring characters

Value	Count	Frequency (%)
0	1908	50.0%
1	1908	50.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3816	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	1908	50.0%
1	1908	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3816	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	1908	50.0%
1	1908	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3816	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	1908	50.0%
1	1908	50.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	oid	Administrative	Administrative_Duration	Informational_Duration	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	SpecialDay	Month	OperatingSystems	Browser	Region	TrafficType	VisitorType	Weekend
0	1	0	0.0	0.0	1	0.000000	0.200000	0.200000	0.0	Feb	1	1	1	1	Returning_Visitor	False
1	2	0	0.0	0.0	2	64.000000	0.000000	0.100000	0.0	Feb	2	2	1	2	Returning_Visitor	False
2	3	0	-1.0	-1.0	1	-1.000000	0.200000	0.200000	0.0	Feb	4	1	9	3	Returning_Visitor	False
3	4	0	0.0	0.0	2	2.666667	0.050000	0.140000	0.0	Feb	3	2	2	4	Returning_Visitor	False
4	5	0	0.0	0.0	10	627.500000	0.020000	0.050000	0.0	Feb	3	3	1	4	Returning_Visitor	True
5	6	0	0.0	0.0	19	154.216667	0.015789	0.024561	0.0	Feb	2	2	1	3	Returning_Visitor	False
6	7	0	-1.0	-1.0	1	-1.000000	0.200000	0.200000	0.4	Feb	2	4	3	3	Returning_Visitor	False
7	8	1	-1.0	-1.0	1	-1.000000	0.200000	0.200000	0.0	Feb	1	2	1	5	Returning_Visitor	True
8	9	0	0.0	0.0	2	37.000000	0.000000	0.100000	0.8	Feb	2	2	2	3	Returning_Visitor	False
9	10	0	0.0	0.0	3	738.000000	0.000000	0.022222	0.4	Feb	2	4	1	2	Returning_Visitor	False

Last rows

	oid	Administrative	Administrative_Duration	Informational	Informational_Duration	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	PageValues	Month	OperatingSystems	Browser	Region	TrafficType	VisitorType	Weekend	Revenue
3806	3807	0	0.000000	0	0.000000	36	872.833333	0.000000	0.007059	81.027296	Nov	2	4	1	8	New_Visitor	False	1
3807	3808	12	219.274359	4	857.166667	107	2640.135697	0.000000	0.015490	6.479206	Nov	1	2	1	2	Returning_Visitor	True	1
3808	3809	0	0.000000	0	0.000000	24	1010.250000	0.008333	0.016667	31.819677	Dec	3	2	8	2	Returning_Visitor	False	1
3809	3810	6	413.499612	0	0.000000	83	6072.032391	0.007059	0.024024	1.240071	Nov	3	2	8	1	Returning_Visitor	True	1
3810	3811	0	0.000000	0	0.000000	5	277.500000	0.000000	0.040000	42.030441	Nov	2	2	3	2	Returning_Visitor	False	1
3811	3812	6	133.466667	0	0.000000	44	2664.445833	0.002041	0.010884	97.860836	Nov	2	2	1	3	Returning_Visitor	True	1
3812	3813	7	139.575000	0	0.000000	30	986.500000	0.000000	0.011429	36.392861	Dec	2	10	1	2	New_Visitor	False	1
3813	3814	1	0.000000	2	211.250000	144	4627.489571	0.001361	0.020664	0.000000	Nov	2	2	1	2	Returning_Visitor	False	1
3814	3815	7	150.357143	1	9.000000	221	11431.001240	0.011149	0.021904	1.582473	Nov	2	5	1	2	Returning_Visitor	True	1
3815	3816	3	16.000000	3	86.000000	15	2773.500000	0.000000	0.030000	78.811725	Dec	2	2	1	2	Returning_Visitor	False	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows